AutoML Leaderboard
| Best model | name | model_type | metric_type | metric_value | train_time | single_prediction_time |
|---|---|---|---|---|---|---|
| 1_Default_LightGBM | LightGBM | logloss | 0.508137 | 13.23 | 0.0796 | |
| 2_Default_Xgboost | Xgboost | logloss | 0.490055 | 12.62 | 0.0729 | |
| 3_Default_RandomForest | Random Forest | logloss | 0.491796 | 17.63 | 0.1119 | |
| 8_LightGBM | LightGBM | logloss | 0.48027 | 9.52 | 0.0658 | |
| 4_Xgboost | Xgboost | logloss | 0.476665 | 11.62 | 0.065 | |
| 12_RandomForest | Random Forest | logloss | 0.475697 | 23.34 | 0.145 | |
| 9_LightGBM | LightGBM | logloss | 0.479837 | 9.39 | 0.0607 | |
| 5_Xgboost | Xgboost | logloss | 0.495671 | 12.75 | 0.1229 | |
| 13_RandomForest | Random Forest | logloss | 0.504447 | 20.24 | 0.1196 | |
| 10_LightGBM | LightGBM | logloss | 0.492031 | 11.05 | 0.0648 | |
| 6_Xgboost | Xgboost | logloss | 0.48139 | 13.18 | 0.07 | |
| 14_RandomForest | Random Forest | logloss | 0.508036 | 28.63 | 0.1872 | |
| 11_LightGBM | LightGBM | logloss | 0.510569 | 16.85 | 0.0673 | |
| 7_Xgboost | Xgboost | logloss | 0.484476 | 14.62 | 0.0702 | |
| 15_RandomForest | Random Forest | logloss | 0.492022 | 17.37 | 0.0913 | |
| 12_RandomForest_RandomFeature | Random Forest | logloss | 0.479 | 21.57 | 0.1858 | |
| 16_RandomForest | Random Forest | logloss | 0.478849 | 19.05 | 0.0918 | |
| 17_Xgboost | Xgboost | logloss | 0.478176 | 13.6 | 0.0614 | |
| 18_Xgboost | Xgboost | logloss | 0.478803 | 11.8 | 0.0721 | |
| 19_LightGBM | LightGBM | logloss | 0.49038 | 11.3 | 0.065 | |
| 20_LightGBM | LightGBM | logloss | 0.48027 | 11.44 | 0.063 | |
| 21_LightGBM | LightGBM | logloss | 0.48027 | 14.62 | 0.0649 | |
| 22_Xgboost | Xgboost | logloss | 0.480931 | 12.65 | 0.0681 | |
| 23_RandomForest | Random Forest | logloss | 0.492364 | 18.68 | 0.1209 | |
| 24_Xgboost | Xgboost | logloss | 0.47634 | 12.49 | 0.0641 | |
| 25_Xgboost | Xgboost | logloss | 0.476992 | 13.54 | 0.0618 | |
| 26_Xgboost | Xgboost | logloss | 0.476355 | 13.54 | 0.0739 | |
| 27_Xgboost | Xgboost | logloss | 0.478084 | 13.44 | 0.0698 | |
| 28_LightGBM | LightGBM | logloss | 0.479442 | 12.32 | 0.0662 | |
| 29_LightGBM | LightGBM | logloss | 0.486012 | 11.5 | 0.0634 | |
| 30_LightGBM | LightGBM | logloss | 0.478471 | 12.45 | 0.0661 | |
| 31_LightGBM | LightGBM | logloss | 0.483768 | 16.85 | 0.0649 | |
| the best | Ensemble | Ensemble | logloss | 0.470663 | 2.33 | 0.4231 |